main.py

from fastapi import FastAPI, WebSocket, HTTPException, WebSocketDisconnect
from fastapi.responses import StreamingResponse, JSONResponse
from fastapi.middleware.cors import CORSMiddleware
from fastapi.staticfiles import StaticFiles
from fastapi import Request

import markdown2

import logging
import uuid
import time
from types import SimpleNamespace
import asyncio
import os
import time
import mimetypes
import torch

from config import config, Args
from util import pil_to_frame, bytes_to_pil, is_firefox
from connection_manager import ConnectionManager, ServerFullException
from vid2vid import Pipeline

# fix mime error on windows
mimetypes.add_type("application/javascript", ".js")

THROTTLE = 1.0 / 120
# logging.basicConfig(level=logging.DEBUG)


class App:
    def __init__(self, config: Args, pipeline):
        self.args = config
        self.pipeline = pipeline
        self.app = FastAPI()
        self.conn_manager = ConnectionManager()
        self.init_app()

    def init_app(self):
        self.app.add_middleware(
            CORSMiddleware,
            allow_origins=["*"],
            allow_credentials=True,
            allow_methods=["*"],
            allow_headers=["*"],
        )

        @self.app.websocket("/api/ws/{user_id}")
        async def websocket_endpoint(user_id: uuid.UUID, websocket: WebSocket):
            try:
                await self.conn_manager.connect(
                    user_id, websocket, self.args.max_queue_size
                )
                await handle_websocket_data(user_id)
            except ServerFullException as e:
                logging.error(f"Server Full: {e}")
            finally:
                await self.conn_manager.disconnect(user_id)
                logging.info(f"User disconnected: {user_id}")

        async def handle_websocket_data(user_id: uuid.UUID):
            if not self.conn_manager.check_user(user_id):
                return HTTPException(status_code=404, detail="User not found")
            last_time = time.time()
            try:
                while True:
                    if (
                        self.args.timeout > 0
                        and time.time() - last_time > self.args.timeout
                    ):
                        await self.conn_manager.send_json(
                            user_id,
                            {
                                "status": "timeout",
                                "message": "Your session has ended",
                            },
                        )
                        await self.conn_manager.disconnect(user_id)
                        return
                    data = await self.conn_manager.receive_json(user_id)
                    if data["status"] != "next_frame":
                        asyncio.sleep(THROTTLE)
                        continue

                    params = await self.conn_manager.receive_json(user_id)
                    params = pipeline.InputParams(**params)
                    info = pipeline.Info()
                    params = SimpleNamespace(**params.dict())
                    if info.input_mode == "image":
                        image_data = await self.conn_manager.receive_bytes(user_id)
                        if len(image_data) == 0:
                            await self.conn_manager.send_json(
                                user_id, {"status": "send_frame"}
                            )
                            await asyncio.sleep(THROTTLE)
                            continue
                        params.image = bytes_to_pil(image_data)
                    await self.conn_manager.update_data(user_id, params)
                    await self.conn_manager.send_json(user_id, {"status": "wait"})

            except Exception as e:
                logging.error(f"Websocket Error: {e}, {user_id} ")
                await self.conn_manager.disconnect(user_id)

        @self.app.get("/api/queue")
        async def get_queue_size():
            queue_size = self.conn_manager.get_user_count()
            return JSONResponse({"queue_size": queue_size})

        @self.app.get("/api/stream/{user_id}")
        async def stream(user_id: uuid.UUID, request: Request):
            try:

                async def generate():
                    last_params = SimpleNamespace()
                    while True:
                        last_time = time.time()
                        params = await self.conn_manager.get_latest_data(user_id)
                        if not vars(params) or params.__dict__ == last_params.__dict__:
                            await self.conn_manager.send_json(
                                user_id, {"status": "send_frame"}
                            )
                            continue

                        last_params = params
                        image = pipeline.predict(params)
                        if image is None:
                            await self.conn_manager.send_json(
                                user_id, {"status": "send_frame"}
                            )
                            continue
                        frame = pil_to_frame(image)
                        yield frame
                        # https://bugs.chromium.org/p/chromium/issues/detail?id=1250396
                        if not is_firefox(request.headers["user-agent"]):
                            yield frame
                        await self.conn_manager.send_json(
                            user_id, {"status": "send_frame"}
                        )
                        if self.args.debug:
                            print(f"Time taken: {time.time() - last_time}")

                return StreamingResponse(
                    generate(),
                    media_type="multipart/x-mixed-replace;boundary=frame",
                    headers={"Cache-Control": "no-cache"},
                )
            except Exception as e:
                logging.error(f"Streaming Error: {e}, {user_id} ")
                return HTTPException(status_code=404, detail="User not found")

        # route to setup frontend
        @self.app.get("/api/settings")
        async def settings():
            info_schema = pipeline.Info.schema()
            info = pipeline.Info()
            if info.page_content:
                page_content = markdown2.markdown(info.page_content)

            input_params = pipeline.InputParams.schema()
            return JSONResponse(
                {
                    "info": info_schema,
                    "input_params": input_params,
                    "max_queue_size": self.args.max_queue_size,
                    "page_content": page_content if info.page_content else "",
                }
            )

        if not os.path.exists("./frontend/public"):
            os.makedirs("./frontend/public")

        self.app.mount(
            "/", StaticFiles(directory="./frontend/public", html=True), name="public"
        )


device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
torch_dtype = torch.float16
pipeline = Pipeline(config, device, torch_dtype)
app = App(config, pipeline).app

if __name__ == "__main__":
    import uvicorn

    uvicorn.run(
        "main:app",
        host=config.host,
        port=config.port,
        reload=config.reload,
        ssl_certfile=config.ssl_certfile,
        ssl_keyfile=config.ssl_keyfile,
    )